{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from ggplot import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (273692089)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dNmoV9rwoBpegynYul8MDDzwAoHw1RrWNRJ0pQ+Y4DgzDQGtrK2zbxquvvlr2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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105035f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + \\\n",
    "    geom_area() + \\\n",
    "    scale_x_date(labels=date_format('%B %-d, %Y'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (274864961)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dNmoV9rwoBpegynYul8MDDzwAoHw1RrWNRJ0pQ+Y4DgzDQGtrK2zbxquvvlr2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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10621b9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + \\\n",
    "    geom_area() + \\\n",
    "    scale_x_date(labels=date_format('%B %-d, %Y'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (288764329)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uXIjKykrcf//9KCoqQjKZRDweRywW4/sfj8cxMjLCj7G8vBzr169HQUGBYhnx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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113631290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + \\\n",
    "    geom_area() + \\\n",
    "    geom_point() + \\\n",
    "    scale_x_date(labels=date_format('%B %-d, %Y'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
